Homework 1: Introduction
Score: 7 = 6 (questions) + 0 (FAQ) + 1 (learning in public)
Homework URL: View submission
MLOps Zoomcamp 2025
Behrouz
Total Score
125
Homework submissions
Homework 2: Experiment Tracking
Score: 13 = 6 (questions) + 0 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links
- https://aws.amazon.com/what-is/mlops/
- https://cloud.google.com/discover/what-is-mlops
- https://wandb.ai/site/articles/intro-to-mlops-machine-learning-experiment-tracking/
- https://medium.com/@sachinsoni600517/a-practical-guide-to-experiment-tracking-in-mlops-14777cfc3724
- https://mlops-guide.github.io/MLOps/Data/
- https://x.com/The_Beppe/status/1927240835390636451
- https://medium.com/sfu-cspmp/mlflow-a-modern-mlops-tool-for-data-project-collaboration-704ca299d9c3
Homework 3: Training Pipelines
Score: 14 = 6 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links
- https://www.linkedin.com/feed/update/urn:li:share:7336310568112349185/
- https://www.linkedin.com/feed/update/urn:li:activity:7336306009889505281/
- https://www.linkedin.com/feed/update/urn:li:activity:7336302916649062400/
- https://www.linkedin.com/feed/update/urn:li:activity:7336298666111963139/
- https://x.com/The_Beppe/status/1930548353827250594
- https://towardsdatascience.com/machine-learning-orchestration-vs-mlops-d4cfe3b7bec/
- https://medium.com/exness-blog/the-best-orchestration-tool-for-mlops-a-real-story-about-difficult-choices-5ee6a087c9e3
Homework 4: Deployment
Score: 14 = 6 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links
- https://www.linkedin.com/feed/update/urn:li:share:7338312389840285696/
- https://x.com/The_Beppe/status/1932547111515574416
- https://ml-ops.org/content/mlops-principles
- https://www.phdata.io/blog/the-ultimate-mlops-guide-how-to-deploy-ml-models-to-production/
- https://www.datacamp.com/tutorial/tutorial-machine-learning-pipelines-mlops-deployment
- https://www.databricks.com/glossary/mlops
- https://www.projectpro.io/article/mlops-lifecycle/885
Homework 5: Monitoring
Score: 13 = 6 (questions) + 0 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links
- https://www.linkedin.com/feed/update/urn:li:share:7343900676793466881/
- https://x.com/The_Beppe/status/1938135531948577133
- https://mlops-guide.github.io/MLOps/Monitoring/
- https://docs.newrelic.com/docs/mlops/get-started/intro-mlops/
- https://www.evidentlyai.com/ml-in-production/model-monitoring
- https://dagshub.com/glossary/mlops-monitoring/
- https://docs.h2o.ai/mlops/model-monitoring
Homework 6: Best Practices
Score: 13 = 6 (questions) + 0 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links
- https://www.linkedin.com/feed/update/urn:li:share:7345843583251312643/
- https://x.com/The_Beppe/status/1940078217840517484
- https://neptune.ai/blog/mlops-best-practices
- https://www.kdnuggets.com/2023/04/mlops-best-practices-know.html
- https://www.databricks.com/blog/mlops-best-practices-mlops-gym-crawl
- https://www.datacamp.com/blog/top-mlops-tools
- https://www.nvidia.com/en-us/software/run-ai/#referrer=site&domain=run-ai
Only scored homework submissions appear here.
Project submissions
Attempt 1
PassedScore: 51 = 28 (project) + 9 (peer review) + 14 (learning in public / project) + 0 (learning in public / peer review) + 0 (FAQ)
Project URL: View project
Learning in public links
- https://x.com/The_Beppe/status/1943658129293451603
- https://www.linkedin.com/feed/update/urn:li:share:7349425228873105408/
- https://www.datacamp.com/blog/mlops-roadmap
- https://mlops-guide.github.io/
- https://huyenchip.com/mlops/
- https://pages.run.ai/hubfs/PDFs/Complete-Guide-to-MLOps.pdf
- https://bhavikjikadara.medium.com/getting-started-with-mlops-a-beginners-guide-91f0e895df5b
- https://github.com/Nyandwi/machine_learning_complete/blob/main/010_mlops/1_mlops_guide.md
- https://betterstack.com/community/guides/scaling-python/flask-vs-fastapi/
- https://www.reddit.com/r/flask/comments/13pyxie/flask_vs_fastapi/
- https://medium.com/@michaelekpang/creating-a-ci-cd-pipeline-using-github-actions-b65bb248edfe
- https://github.com/features/actions
- https://timdeschryver.dev/blog/how-to-set-up-a-dynamic-ci-cd-pipeline-with-github-actions
- https://medium.com/code-factory-berlin/github-repository-structure-best-practices-248e6effc405
Only completed project submissions appear here.